Overview
Brought to you by YData
Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 46826 |
| Missing cells | 1312 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 30.0 MiB |
| Average record size in memory | 672.9 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 17 |
| Unsupported | 1 |
| Text | 1 |
driverRoom is highly overall correlated with location | High correlation |
location is highly overall correlated with driverRoom | High correlation |
price is highly overall correlated with space and 1 other fields | High correlation |
space is highly overall correlated with price | High correlation |
square price is highly overall correlated with price | High correlation |
kitchen is highly imbalanced (85.4%) | Imbalance |
garage is highly imbalanced (55.6%) | Imbalance |
furnihsed is highly imbalanced (60.2%) | Imbalance |
basement is highly imbalanced (76.8%) | Imbalance |
lounges has 1118 (2.4%) missing values | Missing |
Unnamed: 0 has unique values | Unique |
apartments is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
propertyAge has 37348 (79.8%) zeros | Zeros |
Reproduction
| Analysis started | 2025-02-16 15:41:32.454524 |
|---|---|
| Analysis finished | 2025-02-16 15:41:50.409279 |
| Duration | 17.95 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Unnamed: 0
Real number (ℝ)
Unique
| Distinct | 46826 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25915.132 |
| Minimum | 0 |
|---|---|
| Maximum | 51844 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2597.25 |
| Q1 | 12925.25 |
| median | 25836.5 |
| Q3 | 38917.75 |
| 95-th percentile | 49286.75 |
| Maximum | 51844 |
| Range | 51844 |
| Interquartile range (IQR) | 25992.5 |
Descriptive statistics
| Standard deviation | 14993.821 |
|---|---|
| Coefficient of variation (CV) | 0.57857398 |
| Kurtosis | -1.2053547 |
| Mean | 25915.132 |
| Median Absolute Deviation (MAD) | 12996.5 |
| Skewness | 0.003156046 |
| Sum | 1.213502 × 109 |
| Variance | 2.2481468 × 108 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 34654 | 1 | < 0.1% |
| 34656 | 1 | < 0.1% |
| 34657 | 1 | < 0.1% |
| 34658 | 1 | < 0.1% |
| 34659 | 1 | < 0.1% |
| 34660 | 1 | < 0.1% |
| 34662 | 1 | < 0.1% |
| 34663 | 1 | < 0.1% |
| 34664 | 1 | < 0.1% |
| Other values (46816) | 46816 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 51844 | 1 | |
| 51843 | 1 | |
| 51842 | 1 | |
| 51841 | 1 | |
| 51840 | 1 | |
| 51839 | 1 | |
| 51838 | 1 | |
| 51837 | 1 | |
| 51836 | 1 | |
| 51835 | 1 |
front
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 MiB |
| شمالية | |
|---|---|
| شرقية | |
| جنوبية | |
| غربية | |
| شمالية شرقية | |
| Other values (5) |
Length
| Max length | 12 |
|---|---|
| Median length | 10 |
| Mean length | 6.4868236 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | شرقية |
|---|---|
| 2nd row | غربية |
| 3rd row | جنوبية شرقية |
| 4th row | غربية |
| 5th row | شمالية |
Common Values
| Value | Count | Frequency (%) |
| شمالية | 12160 | |
| شرقية | 10613 | |
| جنوبية | 10216 | |
| غربية | 6985 | |
| شمالية شرقية | 1982 | 4.2% |
| جنوبية غربية | 1599 | 3.4% |
| جنوبية شرقية | 1503 | 3.2% |
| شمالية غربية | 1409 | 3.0% |
| ثلاث شوارع | 315 | 0.7% |
| أربع شوارع | 44 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| شمالية | 15551 | |
| شرقية | 14098 | |
| جنوبية | 13318 | |
| غربية | 9993 | |
| شوارع | 359 | 0.7% |
| ثلاث | 315 | 0.6% |
| أربع | 44 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| ي | 52960 | |
| ة | 52960 | |
| ش | 30008 | |
| ر | 24494 | |
| ب | 23355 | |
| ا | 16225 | 5.3% |
| ل | 15866 | 5.2% |
| م | 15551 | 5.1% |
| ق | 14098 | 4.6% |
| و | 13677 | 4.5% |
| Other values (7) | 44558 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 303752 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ي | 52960 | |
| ة | 52960 | |
| ش | 30008 | |
| ر | 24494 | |
| ب | 23355 | |
| ا | 16225 | 5.3% |
| ل | 15866 | 5.2% |
| م | 15551 | 5.1% |
| ق | 14098 | 4.6% |
| و | 13677 | 4.5% |
| Other values (7) | 44558 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 303752 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ي | 52960 | |
| ة | 52960 | |
| ش | 30008 | |
| ر | 24494 | |
| ب | 23355 | |
| ا | 16225 | 5.3% |
| ل | 15866 | 5.2% |
| م | 15551 | 5.1% |
| ق | 14098 | 4.6% |
| و | 13677 | 4.5% |
| Other values (7) | 44558 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 303752 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ي | 52960 | |
| ة | 52960 | |
| ش | 30008 | |
| ر | 24494 | |
| ب | 23355 | |
| ا | 16225 | 5.3% |
| ل | 15866 | 5.2% |
| م | 15551 | 5.1% |
| ق | 14098 | 4.6% |
| و | 13677 | 4.5% |
| Other values (7) | 44558 |
rooms
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6874386 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 5 |
| Q3 | 5 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1049696 |
|---|---|
| Coefficient of variation (CV) | 0.23572994 |
| Kurtosis | 1.3400869 |
| Mean | 4.6874386 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.029706091 |
| Sum | 219494 |
| Variance | 1.2209579 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 5 | 19874 | |
| 4 | 16274 | |
| 7 | 4472 | 9.6% |
| 3 | 3027 | 6.5% |
| 6 | 2243 | 4.8% |
| 1 | 687 | 1.5% |
| 2 | 249 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 687 | 1.5% |
| 2 | 249 | 0.5% |
| 3 | 3027 | 6.5% |
| 4 | 16274 | |
| 5 | 19874 | |
| 6 | 2243 | 4.8% |
| 7 | 4472 | 9.6% |
| Value | Count | Frequency (%) |
| 7 | 4472 | 9.6% |
| 6 | 2243 | 4.8% |
| 5 | 19874 | |
| 4 | 16274 | |
| 3 | 3027 | 6.5% |
| 2 | 249 | 0.5% |
| 1 | 687 | 1.5% |
lounges
Categorical
Missing
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1118 |
| Missing (%) | 2.4% |
| Memory size | 2.6 MiB |
| 2 | |
|---|---|
| 3 | |
| 1 | |
| 4 | |
| 5 |
Length
| Max length | 2 |
|---|---|
| Median length | 1 |
| Mean length | 1.0002844 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 3 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 19719 | |
| 3 | 12992 | |
| 1 | 7996 | |
| 4 | 2832 | 6.0% |
| 5 | 2156 | 4.6% |
| 7+ | 13 | < 0.1% |
| (Missing) | 1118 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 19719 | |
| 3 | 12992 | |
| 1 | 7996 | |
| 4 | 2832 | 6.2% |
| 5 | 2156 | 4.7% |
| 7 | 13 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 19719 | |
| 3 | 12992 | |
| 1 | 7996 | |
| 4 | 2832 | 6.2% |
| 5 | 2156 | 4.7% |
| 7 | 13 | < 0.1% |
| + | 13 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 45721 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 19719 | |
| 3 | 12992 | |
| 1 | 7996 | |
| 4 | 2832 | 6.2% |
| 5 | 2156 | 4.7% |
| 7 | 13 | < 0.1% |
| + | 13 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 45721 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 19719 | |
| 3 | 12992 | |
| 1 | 7996 | |
| 4 | 2832 | 6.2% |
| 5 | 2156 | 4.7% |
| 7 | 13 | < 0.1% |
| + | 13 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 45721 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 19719 | |
| 3 | 12992 | |
| 1 | 7996 | |
| 4 | 2832 | 6.2% |
| 5 | 2156 | 4.7% |
| 7 | 13 | < 0.1% |
| + | 13 | < 0.1% |
bathrooms
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.6 MiB |
| 5+ | |
|---|---|
| 4 | |
| 3 | |
| 2 | 1227 |
| 1 | 324 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.691304 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5+ |
|---|---|
| 2nd row | 5+ |
| 3rd row | 5+ |
| 4th row | 5+ |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 5+ | 32371 | |
| 4 | 8781 | 18.8% |
| 3 | 4123 | 8.8% |
| 2 | 1227 | 2.6% |
| 1 | 324 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5 | 32371 | |
| 4 | 8781 | 18.8% |
| 3 | 4123 | 8.8% |
| 2 | 1227 | 2.6% |
| 1 | 324 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 32371 | |
| + | 32371 | |
| 4 | 8781 | 11.1% |
| 3 | 4123 | 5.2% |
| 2 | 1227 | 1.5% |
| 1 | 324 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 79197 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 5 | 32371 | |
| + | 32371 | |
| 4 | 8781 | 11.1% |
| 3 | 4123 | 5.2% |
| 2 | 1227 | 1.5% |
| 1 | 324 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 79197 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 5 | 32371 | |
| + | 32371 | |
| 4 | 8781 | 11.1% |
| 3 | 4123 | 5.2% |
| 2 | 1227 | 1.5% |
| 1 | 324 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 79197 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 5 | 32371 | |
| + | 32371 | |
| 4 | 8781 | 11.1% |
| 3 | 4123 | 5.2% |
| 2 | 1227 | 1.5% |
| 1 | 324 | 0.4% |
streetWidth
Real number (ℝ)
| Distinct | 55 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 190 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.158418 |
| Minimum | 1 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 15 |
| median | 20 |
| Q3 | 20 |
| 95-th percentile | 25 |
| Maximum | 100 |
| Range | 99 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.1678661 |
|---|---|
| Coefficient of variation (CV) | 0.22952803 |
| Kurtosis | 38.026548 |
| Mean | 18.158418 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.5035774 |
| Sum | 846836 |
| Variance | 17.371108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 19160 | |
| 15 | 15392 | |
| 18 | 2956 | 6.3% |
| 25 | 1948 | 4.2% |
| 16 | 1122 | 2.4% |
| 21 | 908 | 1.9% |
| 12 | 680 | 1.5% |
| 30 | 635 | 1.4% |
| 10 | 589 | 1.3% |
| 17 | 588 | 1.3% |
| Other values (45) | 2658 | 5.7% |
| Value | Count | Frequency (%) |
| 1 | 21 | < 0.1% |
| 2 | 3 | < 0.1% |
| 4 | 5 | < 0.1% |
| 5 | 491 | |
| 6 | 4 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 9 | < 0.1% |
| 10 | 589 | |
| 11 | 32 | 0.1% |
| 12 | 680 |
| Value | Count | Frequency (%) |
| 100 | 7 | |
| 97 | 1 | < 0.1% |
| 96 | 2 | < 0.1% |
| 72 | 2 | < 0.1% |
| 70 | 1 | < 0.1% |
| 64 | 1 | < 0.1% |
| 62 | 1 | < 0.1% |
| 61 | 1 | < 0.1% |
| 60 | 10 | |
| 56 | 2 | < 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 32028 | |
| 0 | 14798 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 32028 | |
| 0 | 14798 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 32028 | |
| 0 | 14798 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 32028 | |
| 0 | 14798 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 32028 | |
| 0 | 14798 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 32028 | |
| 0 | 14798 |
propertyAge
Real number (ℝ)
Zeros
| Distinct | 36 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4547901 |
| Minimum | 0 |
|---|---|
| Maximum | 35 |
| Zeros | 37348 |
| Zeros (%) | 79.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 17 |
| Maximum | 35 |
| Range | 35 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 6.4968328 |
|---|---|
| Coefficient of variation (CV) | 2.6465941 |
| Kurtosis | 10.288843 |
| Mean | 2.4547901 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.2063296 |
| Sum | 114948 |
| Variance | 42.208837 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 0 | 37348 | |
| 5 | 708 | 1.5% |
| 6 | 608 | 1.3% |
| 4 | 591 | 1.3% |
| 10 | 578 | 1.2% |
| 7 | 566 | 1.2% |
| 8 | 540 | 1.2% |
| 1 | 527 | 1.1% |
| 3 | 496 | 1.1% |
| 2 | 488 | 1.0% |
| Other values (26) | 4376 | 9.3% |
| Value | Count | Frequency (%) |
| 0 | 37348 | |
| 1 | 527 | 1.1% |
| 2 | 488 | 1.0% |
| 3 | 496 | 1.1% |
| 4 | 591 | 1.3% |
| 5 | 708 | 1.5% |
| 6 | 608 | 1.3% |
| 7 | 566 | 1.2% |
| 8 | 540 | 1.2% |
| 9 | 397 | 0.8% |
| Value | Count | Frequency (%) |
| 35 | 365 | |
| 34 | 45 | 0.1% |
| 33 | 67 | 0.1% |
| 32 | 53 | 0.1% |
| 31 | 34 | 0.1% |
| 30 | 427 | |
| 29 | 42 | 0.1% |
| 28 | 69 | 0.1% |
| 27 | 75 | 0.2% |
| 26 | 47 | 0.1% |
driverRoom
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.6 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 30162 | |
| 1 | 16664 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 30162 | |
| 1 | 16664 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 30162 | |
| 1 | 16664 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 30162 | |
| 1 | 16664 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 30162 | |
| 1 | 16664 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 30162 | |
| 1 | 16664 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 24993 | |
| 1 | 21833 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 24993 | |
| 1 | 21833 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 24993 | |
| 1 | 21833 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 24993 | |
| 1 | 21833 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 24993 | |
| 1 | 21833 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 24993 | |
| 1 | 21833 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 36027 | |
| 0 | 10799 | 23.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 36027 | |
| 0 | 10799 | 23.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 36027 | |
| 0 | 10799 | 23.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 36027 | |
| 0 | 10799 | 23.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 36027 | |
| 0 | 10799 | 23.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 36027 | |
| 0 | 10799 | 23.1% |
kitchen
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.6 MiB |
| 1 | |
|---|---|
| 0 | 978 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 45848 | |
| 0 | 978 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 45848 | |
| 0 | 978 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 45848 | |
| 0 | 978 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 45848 | |
| 0 | 978 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 45848 | |
| 0 | 978 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 45848 | |
| 0 | 978 | 2.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 30208 | |
| 0 | 16618 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 30208 | |
| 0 | 16618 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 30208 | |
| 0 | 16618 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 30208 | |
| 0 | 16618 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 30208 | |
| 0 | 16618 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 30208 | |
| 0 | 16618 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 42512 | |
| 0 | 4314 | 9.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 42512 | |
| 0 | 4314 | 9.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 42512 | |
| 0 | 4314 | 9.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 42512 | |
| 0 | 4314 | 9.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 42512 | |
| 0 | 4314 | 9.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 42512 | |
| 0 | 4314 | 9.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 32886 | |
| 1 | 13940 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 32886 | |
| 1 | 13940 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 32886 | |
| 1 | 13940 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 32886 | |
| 1 | 13940 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 32886 | |
| 1 | 13940 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 32886 | |
| 1 | 13940 |
space
Real number (ℝ)
High correlation
| Distinct | 742 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 380.02174 |
| Minimum | 50 |
|---|---|
| Maximum | 10000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 200 |
| Q1 | 270 |
| median | 312 |
| Q3 | 400 |
| 95-th percentile | 750 |
| Maximum | 10000 |
| Range | 9950 |
| Interquartile range (IQR) | 130 |
Descriptive statistics
| Standard deviation | 281.43127 |
|---|---|
| Coefficient of variation (CV) | 0.74056624 |
| Kurtosis | 239.9829 |
| Mean | 380.02174 |
| Median Absolute Deviation (MAD) | 62 |
| Skewness | 11.396691 |
| Sum | 17794898 |
| Variance | 79203.561 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 300 | 7782 | 16.6% |
| 250 | 3176 | 6.8% |
| 200 | 2934 | 6.3% |
| 375 | 2338 | 5.0% |
| 360 | 2256 | 4.8% |
| 312 | 1632 | 3.5% |
| 450 | 1371 | 2.9% |
| 400 | 1238 | 2.6% |
| 350 | 845 | 1.8% |
| 500 | 832 | 1.8% |
| Other values (732) | 22422 |
| Value | Count | Frequency (%) |
| 50 | 6 | |
| 84 | 1 | < 0.1% |
| 100 | 1 | < 0.1% |
| 111 | 1 | < 0.1% |
| 118 | 2 | < 0.1% |
| 124 | 1 | < 0.1% |
| 134 | 1 | < 0.1% |
| 135 | 1 | < 0.1% |
| 138 | 3 | |
| 140 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 10000 | 2 | < 0.1% |
| 9178 | 2 | < 0.1% |
| 9080 | 1 | < 0.1% |
| 8581 | 3 | |
| 6100 | 2 | < 0.1% |
| 6000 | 1 | < 0.1% |
| 5933 | 1 | < 0.1% |
| 5200 | 2 | < 0.1% |
| 5100 | 5 | |
| 5040 | 1 | < 0.1% |
apartments
Unsupported
Rejected Unsupported
| Missing | 0 |
|---|---|
| Missing (%) | 0.0% |
| Memory size | 2.3 MiB |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 35954 | |
| 0 | 10872 | 23.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 35954 | |
| 0 | 10872 | 23.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 35954 | |
| 0 | 10872 | 23.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 35954 | |
| 0 | 10872 | 23.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 35954 | |
| 0 | 10872 | 23.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 35954 | |
| 0 | 10872 | 23.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 35787 | |
| 1 | 11039 | 23.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 35787 | |
| 1 | 11039 | 23.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35787 | |
| 1 | 11039 | 23.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35787 | |
| 1 | 11039 | 23.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35787 | |
| 1 | 11039 | 23.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 35787 | |
| 1 | 11039 | 23.6% |
furnihsed
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.6 MiB |
| 0 | |
|---|---|
| 1 | 3687 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 43139 | |
| 1 | 3687 | 7.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 43139 | |
| 1 | 3687 | 7.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 43139 | |
| 1 | 3687 | 7.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 43139 | |
| 1 | 3687 | 7.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 43139 | |
| 1 | 3687 | 7.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 43139 | |
| 1 | 3687 | 7.9% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 41375 | |
| 1 | 5451 | 11.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 41375 | |
| 1 | 5451 | 11.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 41375 | |
| 1 | 5451 | 11.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41375 | |
| 1 | 5451 | 11.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41375 | |
| 1 | 5451 | 11.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41375 | |
| 1 | 5451 | 11.6% |
basement
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.6 MiB |
| 0 | |
|---|---|
| 1 | 1764 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 45062 | |
| 1 | 1764 | 3.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 45062 | |
| 1 | 1764 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 45062 | |
| 1 | 1764 | 3.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 45062 | |
| 1 | 1764 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 45062 | |
| 1 | 1764 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 46826 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 45062 | |
| 1 | 1764 | 3.8% |
neighbourhood
Text
| Distinct | 295 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.0 MiB |
Length
| Max length | 26 |
|---|---|
| Median length | 24 |
| Mean length | 7.9919276 |
| Min length | 2 |
Unique
| Unique | 53 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | عكاظ |
|---|---|
| 2nd row | المهدية |
| 3rd row | الشفا |
| 4th row | ظهرة لبن |
| 5th row | قرطبة |
| Value | Count | Frequency (%) |
| طويق | 7775 | 15.1% |
| الرمال | 4421 | 8.6% |
| عكاظ | 3235 | 6.3% |
| النرجس | 3188 | 6.2% |
| بدر | 2757 | 5.3% |
| العارض | 2324 | 4.5% |
| المونسية | 1914 | 3.7% |
| الملقا | 1651 | 3.2% |
| المهدية | 1346 | 2.6% |
| ظهرة | 1278 | 2.5% |
| Other values (292) | 21762 |
Most occurring characters
| Value | Count | Frequency (%) |
| 97371 | ||
| ا | 51157 | |
| ل | 40873 | |
| ي | 25125 | 6.7% |
| ر | 20111 | 5.4% |
| م | 15380 | 4.1% |
| و | 12199 | 3.3% |
| ق | 11625 | 3.1% |
| ن | 11465 | 3.1% |
| ة | 11428 | 3.1% |
| Other values (28) | 77496 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 374230 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 97371 | ||
| ا | 51157 | |
| ل | 40873 | |
| ي | 25125 | 6.7% |
| ر | 20111 | 5.4% |
| م | 15380 | 4.1% |
| و | 12199 | 3.3% |
| ق | 11625 | 3.1% |
| ن | 11465 | 3.1% |
| ة | 11428 | 3.1% |
| Other values (28) | 77496 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 374230 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 97371 | ||
| ا | 51157 | |
| ل | 40873 | |
| ي | 25125 | 6.7% |
| ر | 20111 | 5.4% |
| م | 15380 | 4.1% |
| و | 12199 | 3.3% |
| ق | 11625 | 3.1% |
| ن | 11465 | 3.1% |
| ة | 11428 | 3.1% |
| Other values (28) | 77496 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 374230 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 97371 | ||
| ا | 51157 | |
| ل | 40873 | |
| ي | 25125 | 6.7% |
| ر | 20111 | 5.4% |
| م | 15380 | 4.1% |
| و | 12199 | 3.3% |
| ق | 11625 | 3.1% |
| ن | 11465 | 3.1% |
| ة | 11428 | 3.1% |
| Other values (28) | 77496 |
location
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.5 MiB |
| غرب الرياض | |
|---|---|
| شرق الرياض | |
| شمال الرياض | |
| جنوب الرياض | |
| وسط الرياض | 220 |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 10.431683 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | جنوب الرياض |
|---|---|
| 2nd row | غرب الرياض |
| 3rd row | جنوب الرياض |
| 4th row | غرب الرياض |
| 5th row | شرق الرياض |
Common Values
| Value | Count | Frequency (%) |
| غرب الرياض | 13548 | |
| شرق الرياض | 12844 | |
| شمال الرياض | 11254 | |
| جنوب الرياض | 8960 | |
| وسط الرياض | 220 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| الرياض | 46826 | |
| غرب | 13548 | 14.5% |
| شرق | 12844 | 13.7% |
| شمال | 11254 | 12.0% |
| جنوب | 8960 | 9.6% |
| وسط | 220 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| ا | 104906 | |
| ر | 73218 | |
| ل | 58080 | |
| 46826 | ||
| ي | 46826 | |
| ض | 46826 | |
| ش | 24098 | 4.9% |
| ب | 22508 | 4.6% |
| غ | 13548 | 2.8% |
| ق | 12844 | 2.6% |
| Other values (6) | 38794 | 7.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 488474 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| ا | 104906 | |
| ر | 73218 | |
| ل | 58080 | |
| 46826 | ||
| ي | 46826 | |
| ض | 46826 | |
| ش | 24098 | 4.9% |
| ب | 22508 | 4.6% |
| غ | 13548 | 2.8% |
| ق | 12844 | 2.6% |
| Other values (6) | 38794 | 7.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 488474 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| ا | 104906 | |
| ر | 73218 | |
| ل | 58080 | |
| 46826 | ||
| ي | 46826 | |
| ض | 46826 | |
| ش | 24098 | 4.9% |
| ب | 22508 | 4.6% |
| غ | 13548 | 2.8% |
| ق | 12844 | 2.6% |
| Other values (6) | 38794 | 7.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 488474 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| ا | 104906 | |
| ر | 73218 | |
| ل | 58080 | |
| 46826 | ||
| ي | 46826 | |
| ض | 46826 | |
| ش | 24098 | 4.9% |
| ب | 22508 | 4.6% |
| غ | 13548 | 2.8% |
| ق | 12844 | 2.6% |
| Other values (6) | 38794 | 7.9% |
price
Real number (ℝ)
High correlation
| Distinct | 672 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2347636.4 |
| Minimum | 1080 |
|---|---|
| Maximum | 1 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 KiB |
Quantile statistics
| Minimum | 1080 |
|---|---|
| 5-th percentile | 894150 |
| Q1 | 1180000 |
| median | 1600000 |
| Q3 | 2600000 |
| 95-th percentile | 5650000 |
| Maximum | 1 × 108 |
| Range | 99998920 |
| Interquartile range (IQR) | 1420000 |
Descriptive statistics
| Standard deviation | 2782052.8 |
|---|---|
| Coefficient of variation (CV) | 1.1850441 |
| Kurtosis | 158.1017 |
| Mean | 2347636.4 |
| Median Absolute Deviation (MAD) | 550000 |
| Skewness | 9.4820898 |
| Sum | 1.0992573 × 1011 |
| Variance | 7.7398176 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1200000 | 1591 | 3.4% |
| 1100000 | 1440 | 3.1% |
| 1600000 | 1333 | 2.8% |
| 1300000 | 1270 | 2.7% |
| 1500000 | 1253 | 2.7% |
| 1250000 | 1225 | 2.6% |
| 1400000 | 1162 | 2.5% |
| 1150000 | 1157 | 2.5% |
| 2200000 | 1136 | 2.4% |
| 3000000 | 1126 | 2.4% |
| Other values (662) | 34131 |
| Value | Count | Frequency (%) |
| 1080 | 3 | < 0.1% |
| 50000 | 3 | < 0.1% |
| 70000 | 1 | < 0.1% |
| 90000 | 1 | < 0.1% |
| 95000 | 1 | < 0.1% |
| 100000 | 13 | |
| 101100 | 1 | < 0.1% |
| 108000 | 1 | < 0.1% |
| 111111 | 1 | < 0.1% |
| 113000 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100000000 | 1 | < 0.1% |
| 90000000 | 1 | < 0.1% |
| 60000000 | 3 | < 0.1% |
| 56500000 | 2 | < 0.1% |
| 55000000 | 13 | |
| 50000000 | 4 | < 0.1% |
| 45000000 | 11 | |
| 42000000 | 1 | < 0.1% |
| 40000000 | 4 | < 0.1% |
| 39000000 | 2 | < 0.1% |
square price
Real number (ℝ)
High correlation
| Distinct | 4917 |
|---|---|
| Distinct (%) | 10.5% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6088.0588 |
| Minimum | 3.4285714 |
|---|---|
| Maximum | 136144.58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 KiB |
Quantile statistics
| Minimum | 3.4285714 |
|---|---|
| 5-th percentile | 2722.2222 |
| Q1 | 3866.6667 |
| median | 5000 |
| Q3 | 7600 |
| 95-th percentile | 11750 |
| Maximum | 136144.58 |
| Range | 136141.15 |
| Interquartile range (IQR) | 3733.3333 |
Descriptive statistics
| Standard deviation | 4515.8452 |
|---|---|
| Coefficient of variation (CV) | 0.74175454 |
| Kurtosis | 181.62589 |
| Mean | 6088.0588 |
| Median Absolute Deviation (MAD) | 1410.2564 |
| Skewness | 10.214996 |
| Sum | 2.8506727 × 108 |
| Variance | 20392858 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5000 | 1198 | 2.6% |
| 4000 | 997 | 2.1% |
| 4166.666667 | 558 | 1.2% |
| 5500 | 532 | 1.1% |
| 3333.333333 | 485 | 1.0% |
| 5333.333333 | 463 | 1.0% |
| 10000 | 439 | 0.9% |
| 4500 | 432 | 0.9% |
| 8000 | 427 | 0.9% |
| 4400 | 407 | 0.9% |
| Other values (4907) | 40886 |
| Value | Count | Frequency (%) |
| 3.428571429 | 3 | |
| 100 | 1 | < 0.1% |
| 116.2068966 | 1 | < 0.1% |
| 124.2236025 | 1 | < 0.1% |
| 125 | 3 | |
| 200 | 1 | < 0.1% |
| 206.6666667 | 1 | < 0.1% |
| 222.222 | 1 | < 0.1% |
| 246.3054187 | 1 | < 0.1% |
| 256.4102564 | 3 |
| Value | Count | Frequency (%) |
| 136144.5783 | 2 | < 0.1% |
| 116666.6667 | 2 | < 0.1% |
| 116279.0698 | 1 | < 0.1% |
| 110000 | 1 | < 0.1% |
| 106481.4815 | 5 | |
| 101333.3333 | 1 | < 0.1% |
| 100000 | 1 | < 0.1% |
| 97222.56944 | 1 | < 0.1% |
| 94341.8239 | 1 | < 0.1% |
| 92000 | 1 | < 0.1% |
Interactions
Correlations
| Unnamed: 0 | basement | bathrooms | driverRoom | duplex | elevator | front | furnihsed | garage | kitchen | location | lounges | maidRoom | outdoorRoom | patio | pool | price | propertyAge | rooms | space | square price | stairs | streetWidth | tent | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Unnamed: 0 | 1.000 | 0.036 | 0.031 | 0.090 | 0.091 | 0.024 | 0.016 | 0.041 | 0.062 | 0.032 | 0.064 | 0.025 | 0.045 | 0.043 | 0.048 | 0.038 | 0.032 | 0.014 | 0.011 | 0.014 | 0.026 | 0.055 | -0.011 | 0.053 |
| basement | 0.036 | 1.000 | 0.034 | 0.108 | 0.026 | 0.068 | 0.153 | 0.199 | 0.029 | 0.021 | 0.096 | 0.093 | 0.065 | 0.055 | 0.052 | 0.170 | 0.167 | 0.084 | 0.036 | 0.226 | 0.080 | 0.015 | 0.048 | 0.027 |
| bathrooms | 0.031 | 0.034 | 1.000 | 0.109 | 0.085 | 0.035 | 0.027 | 0.031 | 0.254 | 0.038 | 0.093 | 0.153 | 0.208 | 0.147 | 0.252 | 0.042 | 0.012 | 0.056 | 0.243 | 0.030 | 0.033 | 0.151 | 0.049 | 0.206 |
| driverRoom | 0.090 | 0.108 | 0.109 | 1.000 | 0.264 | 0.363 | 0.139 | 0.092 | 0.107 | 0.043 | 0.618 | 0.157 | 0.313 | 0.146 | 0.024 | 0.317 | 0.115 | 0.273 | 0.072 | 0.152 | 0.144 | 0.103 | 0.010 | 0.277 |
| duplex | 0.091 | 0.026 | 0.085 | 0.264 | 1.000 | 0.162 | 0.111 | 0.041 | 0.060 | 0.047 | 0.382 | 0.146 | 0.040 | 0.020 | 0.066 | 0.101 | 0.056 | 0.206 | 0.135 | 0.073 | 0.066 | 0.090 | 0.055 | 0.165 |
| elevator | 0.024 | 0.068 | 0.035 | 0.363 | 0.162 | 1.000 | 0.060 | 0.011 | 0.089 | 0.034 | 0.499 | 0.114 | 0.234 | 0.088 | 0.018 | 0.334 | 0.117 | 0.180 | 0.083 | 0.069 | 0.178 | 0.194 | 0.054 | 0.231 |
| front | 0.016 | 0.153 | 0.027 | 0.139 | 0.111 | 0.060 | 1.000 | 0.089 | 0.011 | 0.008 | 0.065 | 0.051 | 0.030 | 0.035 | 0.030 | 0.090 | 0.150 | 0.071 | 0.055 | 0.169 | 0.049 | 0.033 | 0.044 | 0.070 |
| furnihsed | 0.041 | 0.199 | 0.031 | 0.092 | 0.041 | 0.011 | 0.089 | 1.000 | 0.057 | 0.038 | 0.058 | 0.065 | 0.064 | 0.073 | 0.097 | 0.099 | 0.076 | 0.143 | 0.040 | 0.137 | 0.032 | 0.046 | 0.031 | 0.162 |
| garage | 0.062 | 0.029 | 0.254 | 0.107 | 0.060 | 0.089 | 0.011 | 0.057 | 1.000 | 0.098 | 0.108 | 0.096 | 0.346 | 0.302 | 0.389 | 0.060 | 0.017 | 0.109 | 0.162 | 0.013 | 0.020 | 0.130 | 0.123 | 0.219 |
| kitchen | 0.032 | 0.021 | 0.038 | 0.043 | 0.047 | 0.034 | 0.008 | 0.038 | 0.098 | 1.000 | 0.072 | 0.085 | 0.105 | 0.071 | 0.070 | 0.035 | 0.000 | 0.066 | 0.053 | 0.000 | 0.044 | 0.030 | 0.038 | 0.069 |
| location | 0.064 | 0.096 | 0.093 | 0.618 | 0.382 | 0.499 | 0.065 | 0.058 | 0.108 | 0.072 | 1.000 | 0.086 | 0.239 | 0.062 | 0.149 | 0.384 | 0.071 | 0.157 | 0.081 | 0.061 | 0.103 | 0.162 | 0.068 | 0.444 |
| lounges | 0.025 | 0.093 | 0.153 | 0.157 | 0.146 | 0.114 | 0.051 | 0.065 | 0.096 | 0.085 | 0.086 | 1.000 | 0.213 | 0.103 | 0.104 | 0.125 | 0.054 | 0.057 | 0.100 | 0.069 | 0.033 | 0.135 | 0.031 | 0.099 |
| maidRoom | 0.045 | 0.065 | 0.208 | 0.313 | 0.040 | 0.234 | 0.030 | 0.064 | 0.346 | 0.105 | 0.239 | 0.213 | 1.000 | 0.269 | 0.186 | 0.152 | 0.042 | 0.078 | 0.169 | 0.049 | 0.057 | 0.232 | 0.090 | 0.054 |
| outdoorRoom | 0.043 | 0.055 | 0.147 | 0.146 | 0.020 | 0.088 | 0.035 | 0.073 | 0.302 | 0.071 | 0.062 | 0.103 | 0.269 | 1.000 | 0.313 | 0.101 | 0.048 | 0.039 | 0.113 | 0.060 | 0.034 | 0.117 | 0.064 | 0.140 |
| patio | 0.048 | 0.052 | 0.252 | 0.024 | 0.066 | 0.018 | 0.030 | 0.097 | 0.389 | 0.070 | 0.149 | 0.104 | 0.186 | 0.313 | 1.000 | 0.052 | 0.017 | 0.041 | 0.190 | 0.028 | 0.038 | 0.087 | 0.076 | 0.330 |
| pool | 0.038 | 0.170 | 0.042 | 0.317 | 0.101 | 0.334 | 0.090 | 0.099 | 0.060 | 0.035 | 0.384 | 0.125 | 0.152 | 0.101 | 0.052 | 1.000 | 0.195 | 0.038 | 0.063 | 0.205 | 0.251 | 0.086 | 0.065 | 0.099 |
| price | 0.032 | 0.167 | 0.012 | 0.115 | 0.056 | 0.117 | 0.150 | 0.076 | 0.017 | 0.000 | 0.071 | 0.054 | 0.042 | 0.048 | 0.017 | 0.195 | 1.000 | 0.236 | 0.000 | 0.544 | 0.780 | 0.012 | -0.137 | 0.029 |
| propertyAge | 0.014 | 0.084 | 0.056 | 0.273 | 0.206 | 0.180 | 0.071 | 0.143 | 0.109 | 0.066 | 0.157 | 0.057 | 0.078 | 0.039 | 0.041 | 0.038 | 0.236 | 1.000 | 0.047 | 0.423 | -0.064 | 0.181 | -0.126 | 0.099 |
| rooms | 0.011 | 0.036 | 0.243 | 0.072 | 0.135 | 0.083 | 0.055 | 0.040 | 0.162 | 0.053 | 0.081 | 0.100 | 0.169 | 0.113 | 0.190 | 0.063 | 0.000 | 0.047 | 1.000 | 0.091 | -0.067 | 0.169 | 0.035 | 0.167 |
| space | 0.014 | 0.226 | 0.030 | 0.152 | 0.073 | 0.069 | 0.169 | 0.137 | 0.013 | 0.000 | 0.061 | 0.069 | 0.049 | 0.060 | 0.028 | 0.205 | 0.544 | 0.423 | 0.091 | 1.000 | -0.021 | 0.013 | -0.021 | 0.006 |
| square price | 0.026 | 0.080 | 0.033 | 0.144 | 0.066 | 0.178 | 0.049 | 0.032 | 0.020 | 0.044 | 0.103 | 0.033 | 0.057 | 0.034 | 0.038 | 0.251 | 0.780 | -0.064 | -0.067 | -0.021 | 1.000 | 0.023 | -0.130 | 0.066 |
| stairs | 0.055 | 0.015 | 0.151 | 0.103 | 0.090 | 0.194 | 0.033 | 0.046 | 0.130 | 0.030 | 0.162 | 0.135 | 0.232 | 0.117 | 0.087 | 0.086 | 0.012 | 0.181 | 0.169 | 0.013 | 0.023 | 1.000 | 0.075 | 0.004 |
| streetWidth | -0.011 | 0.048 | 0.049 | 0.010 | 0.055 | 0.054 | 0.044 | 0.031 | 0.123 | 0.038 | 0.068 | 0.031 | 0.090 | 0.064 | 0.076 | 0.065 | -0.137 | -0.126 | 0.035 | -0.021 | -0.130 | 0.075 | 1.000 | 0.073 |
| tent | 0.053 | 0.027 | 0.206 | 0.277 | 0.165 | 0.231 | 0.070 | 0.162 | 0.219 | 0.069 | 0.444 | 0.099 | 0.054 | 0.140 | 0.330 | 0.099 | 0.029 | 0.099 | 0.167 | 0.006 | 0.066 | 0.004 | 0.073 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Unnamed: 0 | front | rooms | lounges | bathrooms | streetWidth | stairs | propertyAge | driverRoom | tent | patio | kitchen | outdoorRoom | garage | duplex | space | apartments | maidRoom | elevator | furnihsed | pool | basement | neighbourhood | location | price | square price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | شرقية | 5 | 4 | 5+ | 20.0 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 300 | 0 | 0 | 0 | 0 | 0 | 0 | عكاظ | جنوب الرياض | 1050000.0 | 3500.000000 |
| 1 | 1 | غربية | 4 | 3 | 5+ | 20.0 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 540 | 2 | 1 | 1 | 0 | 0 | 0 | المهدية | غرب الرياض | 3000000.0 | 5555.555556 |
| 2 | 2 | جنوبية شرقية | 7 | 2 | 5+ | 15.0 | 1 | 31 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 875 | 0 | 1 | 0 | 0 | 0 | 0 | الشفا | جنوب الرياض | 2000000.0 | 2285.714286 |
| 3 | 3 | غربية | 7 | 3 | 5+ | 15.0 | 1 | 3 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 200 | 0 | 1 | 0 | 1 | 0 | 0 | ظهرة لبن | غرب الرياض | 894000.0 | 4470.000000 |
| 4 | 4 | شمالية | 4 | 2 | 4 | 25.0 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 400 | 3 | 1 | 1 | 1 | 0 | 0 | قرطبة | شرق الرياض | 3500000.0 | 8750.000000 |
| 5 | 5 | شمالية شرقية | 7 | 2 | 5+ | 10.0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 500 | 0 | 0 | 0 | 0 | 0 | 0 | السويدي | غرب الرياض | 800000.0 | 1600.000000 |
| 6 | 6 | شمالية | 6 | 2 | 5+ | 20.0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 275 | 0 | 0 | 1 | 0 | 0 | 0 | المهدية | غرب الرياض | 2100000.0 | 7636.363636 |
| 7 | 7 | شمالية | 7 | 3 | 5+ | 25.0 | 1 | 6 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 300 | 0 | 1 | 0 | 0 | 0 | 0 | عكاظ | جنوب الرياض | 1100000.0 | 3666.666667 |
| 8 | 8 | جنوبية | 5 | 2 | 4 | 14.0 | 0 | 35 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 585 | 0 | 0 | 0 | 0 | 0 | 0 | الروضة | شرق الرياض | 1900000.0 | 3247.863248 |
| 9 | 9 | شمالية شرقية | 5 | 5 | 5+ | 22.0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 360 | 0 | 1 | 0 | 0 | 0 | 0 | عكاظ | جنوب الرياض | 1200000.0 | 3333.333333 |
| Unnamed: 0 | front | rooms | lounges | bathrooms | streetWidth | stairs | propertyAge | driverRoom | tent | patio | kitchen | outdoorRoom | garage | duplex | space | apartments | maidRoom | elevator | furnihsed | pool | basement | neighbourhood | location | price | square price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 46816 | 51835 | شرقية | 5 | 1 | 5+ | 20.0 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 360 | 2 | 1 | 0 | 1 | 0 | 0 | طويق | غرب الرياض | 1500000.0 | 4166.666667 |
| 46817 | 51836 | شرقية | 5 | 2 | 4 | 20.0 | 0 | 8 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 362 | 0 | 0 | 0 | 0 | 0 | 0 | المونسية | شرق الرياض | 2050000.0 | 5662.983425 |
| 46818 | 51837 | شمالية | 5 | 3 | 5+ | 15.0 | 0 | 3 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 372 | 3 | 1 | 0 | 0 | 0 | 0 | الرمال | شرق الرياض | 1420000.0 | 3817.204301 |
| 46819 | 51838 | غربية | 4 | 2 | 5+ | 20.0 | 1 | 7 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 360 | 2 | 0 | 0 | 0 | 1 | 0 | طويق | غرب الرياض | 1350000.0 | 3750.000000 |
| 46820 | 51839 | جنوبية | 1 | 2 | 3 | 15.0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 360 | 0 | 1 | 0 | 1 | 0 | 0 | النهضة | شرق الرياض | 2200000.0 | 6111.111111 |
| 46821 | 51840 | جنوبية | 5 | 2 | 5+ | 20.0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 385 | 1 | 1 | 1 | 0 | 0 | 0 | المونسية | شرق الرياض | 2250000.0 | 5844.155844 |
| 46822 | 51841 | غربية | 7 | 2 | 5+ | 12.0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 500 | 0 | 1 | 0 | 0 | 0 | 0 | ظهرة البديعة | غرب الرياض | 1050000.0 | 2100.000000 |
| 46823 | 51842 | غربية | 5 | 3 | 5+ | 20.0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 200 | 0 | 1 | 0 | 0 | 0 | 0 | طويق | غرب الرياض | 1000000.0 | 5000.000000 |
| 46824 | 51843 | جنوبية غربية | 1 | NaN | 1 | 15.0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 405 | 2 | 0 | 0 | 0 | 0 | 0 | النهضة | شرق الرياض | 2300000.0 | 5679.012346 |
| 46825 | 51844 | شمالية | 6 | 2 | 5+ | 15.0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 750 | 2 | 1 | 0 | 0 | 0 | 0 | المونسية | شرق الرياض | 4100000.0 | 5466.666667 |